ୈ 1 ষ shiny ͱ͸
͜ͷষͰ͸ɼshiny ʹ͍ͭͯ঺հ͢Δʢ1.1 અʣɽshiny ͸ R ͷ 1 ͭͷύο
έʔδͳͷͰɼR ͷΠϯετʔϧ͔Β࢝Ίʢ1.2 અʣɼR Λར༻͢ΔͨΊ
ͷ౷߹։ൃ‫ڥ؀‬ʢIntegrated Development Environment, IEDʣͷ 1 ͭͰ͋Δ
RStudio ͷΠϯετʔϧΛ঺հ͠ɼͦͷ‫ ʹޙ‬shiny ͷΠϯετʔϧ΁ਐΊ
Δʢ1.4 અʣɽ
͞Βʹɼshiny ͷϖʔδΑΓ࠷ॳͷྫʢHello, ShinyʣͷྫΛ࣮ߦ͢Δ
ʢ1.5 અʣɽ
ͳ͓ɼຊॻʹ͓͍ͯ͸ɼ࣍ͷ‫͢ߦ࣮ͯʹڥ؀‬ΔྫΛ͕ࣔ͢ɼଞͷ‫ʹڥ؀‬
͍ͭͯ΋ɼWeb ϖʔδ౳Λࢀߟʹ༰қʹಋೖ͕ՄೳͰ͋Δɽ
• OS: Windows 7 Professional (64 bit)
• ϒϥ΢β: Firefox 21.0
• R: 3.0.1
• RStudio: 0.97.551
• shiny: 0.6.0
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1.1 shinyͬͯԿʁ
shiny ͸ RStudio ʹΑͬͯߏங͞ΕͨɼR ͷΠϯλϥΫςΟϒͳ Web Ξ
ϓϦέʔγϣϯΛ؆୯ʹ࡞੒͢Δ͜ͱ͕Ͱ͖ΔύοέʔδͰ͋Δɻͦͷ
ಛ௃͸ҎԼͷ௨ΓͰ͋Δɻʢৄࡉʹ͍ͭͯ͸ɼWeb ϖʔδʢhttp://www.
rstudio.com/shiny/ʣΛ֬ೝ͞Ε͍ͨɻʣ
• JavaScript Λඞཁͱ͠ͳ͍Θ͔ͣͷ਺ߦͷίʔυͰ Web ΞϓϦέʔ
γϣϯΛߏஙͰ͖Δ
• ΤΫηϧͷΑ͏ͳεϓϨουγʔτͷදΛಈతʹඳըͰ͖Δ
• UI ͸͢΂ͯ R ͰߏஙͰ͖ɼ·ͨ HTML, CSS, ͦͯ͠ JavaScript ʹ
ΑͬͯΑΓॊೈʹߏஙͰ͖Δ
• R ͷ։ൃ‫ڥ؀‬Λར༻Ͱ͖Δ (Console R, Rgui for Windows or Mac,
ESS, StatET, RStudio ͳͲ)
• εϥΠμʔ΍ϘλϯͳͲͷΠϯϓοτɼਤදͳͲΞ΢τϓοτΛද
ࣔ͢ΔͨΊͷ΢ΟδΣοτ͕ R ͷΦϒδΣΫτͱͯ͠४උ͞Ε͍ͯΔ
8
1.2
R ͷΠϯετʔϧ
·ͣ͸ R ͷΠϯετʔϧ͔Β࢝ΊΔɻϒϥ΢βΛ։͖ʢਤ 1.1ʣɼR Project
ͷϖʔδ΁Ҡಈ͢Δʢਤ 1.2ʣɻURL ͸ www.r-project.org Ͱ͋Δɻ࣍
ਤ 1.2: R Project ͷϖʔδ΁Ҡಈ
ʢwww.r-project.orgʣ
ਤ 1.1: ϒϥ΢βΛ‫ى‬ಈ
(firefox Λ࢖༻)
ʹμ΢ϯϩʔυͷϖʔδ΁Ҡಈʢdownload Rʣ͠ʢਤ 1.3ʣɼϛϥʔαΠ
τΛબ୒͢Δʢྫ͑͹ɿhttp://cran.ism.ac.jp/ʣʢਤ 1.4ʣɻ
ਤ 1.4: ϛ ϥ ʔ α Π τ Λ બ ୒
ʢhttp://cran.ism.ac.jp/ʣ
ਤ 1.3: μ΢ϯϩʔυͷϖʔδ΁
Ҡಈʢdownload Rʣ
OS Λબ୒ʢࠓճ͸ Windows ൛ͷϑΝΠϧΛμ΢ϯϩʔυʢDownload
R for Windowsʣʣ͠ʢਤ 1.5ʣɼ‫ج‬ຊύοέʔδͷμ΢ϯϩʔυ΁ͱ͢͢
Ήʢਤ 1.6ʣ
͞Βʹɼ࣮ߦϑΝΠϧʢexe ϑΝΠϧʣΛμ΢ϯϩʔυʢDownload R
3.0.1 for Windowsʣʢਤ 1.7ʣΑΓɼϑΝΠϧΛอଘ͢Δʢਤ 1.8ʣɻ
9
ਤ 1.5: Windows ൛ͷϑΝΠϧΛ
μ΢ϯϩʔυʢDownload R for
Windowsʣ
ਤ 1.6: ‫ج‬ຊύοέʔδΛμ΢ϯ
ϩʔυʢbaseʣ
ਤ 1.8: ϑΝΠϧΛอଘ
ਤ 1.7: ࣮ߦϑΝΠϧʢexe ϑΝΠ
ϧʣΛμ΢ϯϩʔυʢDownload R
3.0.1 for Windowsʣ
μ΢ϯϩʔυͨ͠ϑΝΠϧʢ͜ͷ৔߹͸σεΫτοϓʹμ΢ϯϩʔυ͠
ͯ͋ΔʣΛ࣮ߦ͢Δʢਤ 1.9ʣɻͦͷ࣌ηΩϡϦςΟͷ‫͕ࠂܯ‬ग़Δ৔߹ʹ
͸ɼ࣮ߦ͠ʢਤ 1.10ʣɼηοτΞοϓʹ࢖༻͢Δ‫ޠݴ‬Λબ୒͢Δʢࠓճ͸
೔ຊ‫ޠ‬ͷ··Ͱ OKɼਤ 1.11ʣɻ
10
ਤ 1.10: ηΩϡϦςΟͷ‫ࠂܯ‬ʢ࣮
ߦʣ
ਤ 1.9: μ΢ϯϩʔυͨ͠ϑΝΠ
ϧΛ࣮ߦ
ਤ 1.11: ηοτΞοϓʹ࢖༻͢Δ
‫ޠݴ‬ͷબ୒
11
Ҿ͖ଓ͖ɼR for Widnows 3.0.1 ηοτΞοϓͷը໘ʹਐΉͷͰɼ࣍΁ͱ
ਐΈʢਤ 1.11ʣɼॏཁͳ৘ใΛಡΈɼ࣍΁ਐΉʢਤ 1.12ʣɻ
ਤ 1.12: R for Widnows 3.0.1 ηο
τΞοϓʢ࣍΁ʣ
ਤ 1.13: ॏཁͳ৘ใʢ࣍΁ʣ
͞ΒʹɼΠϯετʔϧઌΛࢦఆ͠ʢ͜ͷ৔߹ʹ͸σϑΥϧτͷ··ͷࢦ
ఆɿC:Y
=Program FilesY
=RY
=R-3.0.1ɼਤ 1.14ʣɼίϯϙʔωϯτͷ৘ใΛࢦ
ఆ͢Δʢ͜ͷ৔߹ʹ͸σϑΥϧτͷ··ͷࢦఆɿར༻ऀ޲͚Πϯετʔϧɼ
ਤ 1.15ʣɻ
ਤ 1.14:
Πϯετʔϧઌ
ʢC:Y
=Program FilesY
=RY
=R-3.0.1ʣ
ਤ 1.15: ར༻ऀ޲͚Πϯετʔϧ
12
࣍ʹɼ‫ى‬ಈ࣌ͷΦϓγϣϯΛબͼʢ͜ͷ৔߹͸͍͍͑ʢσϑΥϧτͷ·
·ʣɼਤ 1.16ʣɼϓϩάϥϜάϧʔϓͷࢦఆΛ͢Δʢ͜ͷ৔߹͸ɼσϑΥ
ϧτͷ··ʮRʯͱͯ͠ɼ࣍΁ɼਤ 1.17ʣɻ
ਤ 1.16: ‫ى‬ಈ࣌Φϓγϣϯʢ͍͍
͑ (σϑΥϧτͷ··)ʣ
ਤ 1.17: ϓϩάϥϜάϧʔϓͷࢦ
ఆʢRʣ
࠷‫ʹޙ‬ɼ௥ՃλεΫͷબ୒Λ͢Δʢ͜ͷ৔߹͸ɼ͢΂ͯͷνΣοΫΛσ
ϑΥϧτͷ··ͱͯ͠ɼ࣍΁ɼਤ 1.18ʣɻΠϯετʔϧ͕ॱ࣍ࣗಈతʹ࣮
ߦ͞ΕΔʢਤ 1.19ʣɻ
ਤ 1.19: ॱ࣍ࣗಈతʹΠϯετʔ
ϧ͞ΕΔ
ਤ 1.18: ௥ՃλεΫͷબ୒
13
ηοτΞοϓ͕‫ྃ͢׬‬Ε͹ʢਤ 1.20ʣʣσεΫτοϓ্ʹγϣʔτΧο
τ͕࡞੒͞ΕΔͷͰɼ
ʮR i386 3.0.1ʯͷํΛμϒϧΫϦοΫʹΑΓ R Λ‫ى‬
ಈͤ͞Δʢਤ 1.21ʣɻ
ਤ 1.21: R ͷ‫ى‬ಈʢR i386 3.0.1ʣ
ਤ 1.20: ηοτΞοϓͷ‫ྃ׬‬
ɾ
ɾʯͷߦ͔Β࢝·Γʮ’q()’ ͱೖྗ͢Ε͹ɾ
ɾ
ɾʯ
࠷ॳʹʮR version 3.0.1ɾ
ͷϝοηʔδ͕දࣔ͞ΕΔɻʼ͕ R ͷೖྗϓϩϯϓτͰ͋Γɼ؆୯ͳ‫ܭ‬
ࢉɼྫ͑͹ 1+1 Λೖྗ͠ɼEnter Ͱ࣮ߦ͢Ε͹ɼ[1] 2 ͱ࣮ߦ݁Ռ͕දࣔ͞
ΕΔʢ[1] ͸݁Ռͷ̍൪໨ͷ஋ͱ͍͏ҙຯͰ͋Γɼ͜ͷ৔߹ʹ͸݁Ռ͸̍
͔ͭ͠ͳ͍ɼਤ 1.22ʣɻ
ਤ 1.22: R Ͱ؆୯ͳ‫ࢉܭ‬ʢ1+1ʣ
14
ʮ’q()’ ͱೖྗ͢Ε͹ R Λऴྃ͠·͢ɻʯͱ͋ΔͷͰɼq() Λೖྗ͠ Enter
Ͱ࣮ߦ͢Δͱʢਤ 1.23ʣɼ࡞‫ۀ‬εϖʔεͷอଘΛ࣭໰͞ΕΔͷͰɼ͜ͷ৔
߹͸͸͍ (Y) Λબ୒͠ʢਤ 1.24ʣɼR Λऴྃͤ͞Δɻ
ਤ 1.23: R ͷऴྃʢq()ʣ
ਤ 1.24: ࡞‫ۀ‬εϖʔεͷอଘ
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1.3 RStudio ͷΠϯετʔϧ
࣍ʹ RStudio ͷΠϯετʔϧΛ࣮ߦ͢ΔɻࠓҰ౓ϒϥ΢βʹ໭ΓɼRStudio ͷϖʔδ΁Ҡಈʢwww.rstudio.orgʣ͠ʢਤ 1.25ʣɼPowerful IDF for R
ʢDownloadsʣΑΓɼμ΢ϯϩʔυͷϖʔδ΁ਐΉʢਤ 1.26ʣɻ
ਤ 1.26: RStudio ͷϖʔδΑΓμ
΢ϯϩʔυɼPowerful IDF for R
ʢDownloadsʣ
ਤ 1.25: ϒϥ΢βΑΓ RStudio ͷ
ϖʔδ΁Ҡಈʢwww.rstudio.orgʣ
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͞Βʹɼ
ʮDownload RStudio DesktopʯΑΓσεΫτοϓ൛Λμ΢ϯϩʔ
υͷϖʔδ΁ਐΈʢਤ 1.27ʣɼ
ʮRStudio 0.97.551-WindowsXP/Vista/7ʯΑΓ
Windows ൛ΛμϯϩʔυΛμ΢ϯϩʔυ͢Δʢਤ 1.28ɼਤ 1.29ʣɻ
ਤ 1.28: Windows ൛Λμϯϩʔ
υ
ʢRStudio
0.97.551WindowsXP/Vista/7ʣ
ਤ 1.27: σεΫτοϓ൛Λμ΢ϯ
ϩʔυʢDownload RStudio Desktopʣ
อଘͨ͠ϑΝΠϧΛ࣮ߦ͠ηοτΞοϓ΁ਐΉʢਤ 1.30ʣɻ
ਤ 1.29: ϑΝΠϧΛอଘ
ਤ 1.30: อଘͨ͠ϑΝΠϧΛ࣮ߦ
17
RStduio ηοτΞοϓը໘ΑΓʮ࣍΁ʯਐΈʢਤ 1.31ʣɼΠϯετʔϧઌ
Λબ୒͢Δʢࠓճͷ৔߹͸σϑΥϧτͷ·· C:Y
=Program FilesY
=RStudioʣ
Λࢦఆɼਤ 1.32ʣɻ
ਤ 1.32: ΠϯετʔϧઌΛબ୒
=Program FilesY
=RStudioʣ
ʢC:Y
ਤ 1.31: RStduio ηοτΞοϓʢ࣍
΁ʣ
͞Βʹɼ
ʮRSutudioʯΛελʔτϝχϡʔʹొ࿥͠ΠϯετʔϧΛ։࢝͢
Δʢਤ 1.33ʣɻਤ 1.34 ͷը໘·Ͱ͍͚͹ηοτΞοϓ͸‫ྃ׬‬ɻ
ਤ 1.33: ελʔτϝχϡʔʹొ࿥
ʢRStduioɼΠϯετʔϧʣ
ਤ 1.34: ηοτΞοϓͷ‫ྃ׬‬
18
1.4
shiny ͷΠϯετʔϧ
Ҿ͖ଓ͖ɼshiny ͷΠϯετʔϧΛ RStudio ͔Βߦ͏ɻRStudio Λελʔ
τϝχϡʔ͔Β࣮ߦ͠ʢਤ 1.35ʣɼinstall.packages ίϚϯυΛ࣮ߦ͢Δʢ͜
ͷ৔߹͸ɼinstall.packages(”shiny”)ɼਤ 1.36ʣɻ
ਤ 1.36: shiny ΛΠϯετʔϧ͢
Δ (install.packages(”shiny”))
ਤ 1.35: RStudio Λελʔτϝχ
ϡʔ͔Β࣮ߦ
19
shiny Λ࣮ߦ͢ΔͨΊͷؔ࿈ύοέʔδ͕ࣗಈతʹઌʹΠϯετʔϧ͞
Εͨ‫ޙ‬ɼshiny ͕Πϯετʔϧ͞ΕΔʢਤ 1.36ʣɻͳ͓ɼύοέʔδΛ‫ͼݺ‬
ग़ͨ͢Ίʹ͸ɼlibrary(shiny) Λ࣮ߦ͢Ε͹Α͍ʢਤ 1.37ʣɻ
ਤ 1.38: shiny ύοέʔδͷ‫ͼݺ‬
ग़͠ʢlibrary(shiny)ʣ
ਤ 1.37: shiny ύοέʔδͷΠϯ
ετʔϧ
1.4.1 ϩʔΧϧʹ͋Δ zip ϑΝΠϧ͔ΒͷύοέʔδͷΠϯετʔ
ϧ...
CRAN ͷϖʔδ౳͔Β zip ϑΝΠϧ౳Λμ΢ϯϩʔυͨ͠৔߹ʹ͸ɺҎԼ
ͷίϚϯυΛ࣮ߦ͢Δ͜ͱʹΑΓ, ΠϯετʔϧΛߦ͏ʢC:Y
=UsersY
=ismA512Y
=DesktoY
=
ʹ shiny 0.6.0.zip Λμ΢ϯϩʔυͨ͠৔߹ʣɻ
install.packages("C:/Users/ismA512/Desktop/shiny_0.6.0.zip")
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巧緻性と固有感覚の定量的評価システムの開発